Tag: two minute papers

These Natural Images Fool Neural Networks (And Maybe You Too)

These Natural Images Fool Neural Networks (And Maybe You Too)

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. In the last few years, neural network-based learning algorithms became so good at image recognition tasks that they can often rival, and sometimes even outperform humans in these endeavors. Beyond making these neural networks even more accurate in these tasks, interestingly, there is also …

How Do Neural Networks See The World? Pt 2. | Two Minute Papers #211

How Do Neural Networks See The World? Pt 2. | Two Minute Papers #211

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. This one is going to be a treat. As you know all too well after watching at least a few episodes of this series, neural networks offer us amazingly powerful tools to defeat problems that we didn’t stand a chance against for a long …

Estimating Matrix Rank With Neural Networks | Two Minute Papers #94

Estimating Matrix Rank With Neural Networks | Two Minute Papers #94

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. This piece of work is not meant to be a highly useful application, only a tongue in cheek jab at the rising trend of trying to solve simple problems using deep learning without carefully examining the problem at hand. As always, we note that …

Artificial Neural Networks and Deep Learning | Two Minute Papers #3

Artificial Neural Networks and Deep Learning | Two Minute Papers #3

I am Károly Zsolnai-Fehér, and this is Two Minute Papers, where I explain awesome research in simpler words. First of all, I am very happy to see that you like the series. Also, thanks for sharing it on social media sites, and please, keep ’em coming. This episode is going to be about artificial neural …

Training Deep Neural Networks With Dropout | Two Minute Papers #62

Training Deep Neural Networks With Dropout | Two Minute Papers #62

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. A quick recap for the Fellow Scholars out there who missed some of our earlier episodes. A neural network is a machine learning technique that was inspired by the human brain. It is not a brain simulation by any stretch of the imagination, but …

Adversarial Attacks on Neural Networks – Bug or Feature?

Adversarial Attacks on Neural Networks – Bug or Feature?

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. This will be a little non-traditional video where the first half of the episode will be about a paper, and the second part will be about…something else. Also a paper. Well, kind of. You’ll see. We’ve seen in the previous years that neural network-based …

Distilling Neural Networks | Two Minute Papers #218

Distilling Neural Networks | Two Minute Papers #218

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. Since the latest explosion in AI research, virtually no field of science remains untouched by neural networks. These are amazing tools that help us solve problems where the solutions are easy to identify, but difficult to explain. For instance, we all know a backflip …

Real-Time Character Control With Phase-Functioned Neural Networks | Two Minute Papers #154

Real-Time Character Control With Phase-Functioned Neural Networks | Two Minute Papers #154

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. In this piece of work, we seek to control digital characters in real-time. It happens the following way: we specify a target trajectory, and the algorithm has to synthesize a series of motions that follows that path. To make these motions as realistic as …

Pruning Makes Faster and Smaller Neural Networks | Two Minute Papers #229

Pruning Makes Faster and Smaller Neural Networks | Two Minute Papers #229

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. When we are talking about deep learning, we are talking about neural networks that have tens, sometimes hundreds of layers, and hundreds of neurons within these layers. This is an enormous number of parameters to train, and clearly, there should be some redundancy, some …

How Do Neural Networks See The World? | Two Minute Papers #100

How Do Neural Networks See The World? | Two Minute Papers #100

Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. Today we are here to answer one question: how to visualize individual neurons in a neural network? These networks are capable of amazing things: they can learn the laws of fluid dynamics, describe in a full sentence what is seen on an image, beat …